Module: Finite Automata (fa)

Finite automata manipulation.

Deterministic and non-deterministic automata manipulation, conversion and evaluation. .. Authors: Rogério Reis & Nelma Moreira .. This is part of FAdo project https://fado.dcc.fc.up.pt.

Classes

FA

class FA[source]
Base class for Finite Automata.

This is just an abstract class. Not to be used directly!!

Variables
  • States (list) – set of states.

  • sigma (set) – alphabet set.

  • Initial (int) – the initial state index.

  • Final (set) – set of final states indexes.

  • delta (dict) – the transition function.

addFinal(stateindex)[source]

A new state is added to the already defined set of final states.

Parameters

stateindex (int) – index of the new final state.

addSigma(sym)[source]

Adds a new symbol to the alphabet.

Parameters

sym (str) – symbol to be added

Raises

DFAepsilonRedefinition – if sym is Epsilon

Note

  • There is no problem with duplicate symbols because sigma is a Set.

  • No symbol Epsilon can be added.

addState(name=None) int[source]

Adds a new state to an FA. If no name is given a new name is created.

Parameters

name (Object, optional) – Name of the state to be added.

Returns

Current number of states (the new state index).

Return type

int

Raises

DuplicateName – if a state with that name already exists

conjunction(other)[source]

A simple literate invocation of __and__

Parameters

other (FA) – right-hand operand.

Returns

Intersection of self and other.

Return type

FA

New in version 0.9.6.

countTransitions()[source]

Evaluates the size of FA transitionwise

Returns

the number of transitions

Return type

int

Changed in version 1.0.

delFinal(st)[source]

Deletes a state from the final states list

Parameters

st (int) – state to be marked as not final.

delFinals()[source]

Deletes all the information about final states.

deleteState(sti: int)[source]

Remove the given state and the transitions related with that state.

Parameters

sti (int) – index of the state to be removed

Raises

DFAstateUnknown – if state index does not exist

disj(other)[source]

Another simple literate invocation of __or__

Parameters

other (FA) – the other FA.

Returns

Union of self and other.

Return type

FA

New in version 0.9.6.

disjunction(other)[source]

A simple literate invocation of __or__

Parameters

other (FA) – the other FA

Returns

Union of self and other.

Return type

FA

dotDrawState(sti, sep='\n', _strict=False, _maxlblsz=6)[source]

Draw a state in dot format

Parameters
  • sti (int) – index of the state.

  • sep (str, optional) – separator.

  • _maxlblsz (int, optional) – max size of labels before getting removed

  • _strict (bool, optional) – use limitations of label size

Returns

string to be added to the dot file.

Return type

str

static dotDrawTransition(st1, label, st2, sep='\n')[source]

Draw a transition in dot format

Parameters
  • st1 (str) – departing state

  • sym (str) – label

  • st2 (str) – arriving state

  • sep (str) – separator

Return type

str

dotFormat(size='20,20', filename=None, direction='LR', strict=False, maxlblsz=6, sep='\n') str[source]

A dot representation

Parameters
  • direction (str) – direction of drawing - “LR” or “RL”

  • size (str) – size of image

  • filename (str) – output file name

  • sep (str) – line separator

  • maxlblsz (int) – max size of labels before getting removed

  • strict (bool) – use limitations of label sizes

Returns

the dot representation

Return type

str

New in version 0.9.6.

Changed in version 1.2.1.

eliminateDeadName()[source]

Eliminates dead state name (common.DeadName) renaming the state

Returns

self

Return type

DFA

Attention

works inplace

New in version 1.2.

equivalentP(other)[source]

Test equivalence between automata

Parameters

other (FA) – the other automata

Return type

bool

New in version 0.9.6.

abstract evalSymbol(stil, sym)[source]

Evaluation of a single symbol

finalP(state: int) bool[source]

Tests if a state is final

Parameters

state (int) – state index.

Returns

is the state final?

Return type

bool

finalsP(states: set) bool[source]

Tests if al the states in a set are final

Parameters

states (set) – set of state indexes.

Returns

are all the states final?

Return type

bool

New in version 1.0.

hasStateIndexP(st: int) bool[source]

Checks if a state index pertains to an FA

Parameters

st (int) – index of the state.

Return type

bool

images(sti, c)[source]

The set of images of a state by a symbol

Parameters
Return type

iterable

indexList(lstn)[source]

Converts a list of stateNames into a set of stateIndexes.

Parameters

lstn (list) – list of names

Returns

the list of state indexes

Return type

set

Raises

DFAstateUnknown – if a state name is unknown

initialP(state: int) bool[source]

Tests if a state is initial

Parameters

state – state index

Returns

is the state initial?

Return type

bool

initialSet()[source]

The set of initial states

Returns

set of States.

Return type

set

inputS(i)[source]

Input labels coming out of state i

Parameters

i (int) – state

Returns

set of input labels

Return type

set of str

New in version 1.0.

noBlankNames()[source]

Eliminates blank names

Returns

self

Return type

FA

Attention

in place transformation

plus()[source]

Plus of a FA (star without the adding of epsilon)

New in version 0.9.6.

renameState(st, name)[source]

Rename a given state.

Parameters
  • st (int) – state index.

  • name (object) – name.

Returns

self.

Return type

FA

Note

Deals gracefully both with int and str names in the case of name collision.

Attention

the object is modified in place

renameStates(name_list=None)[source]

Renames all states using a new list of names.

Parameters

name_list (list) – list of new names.

Returns

self.

Return type

FA

Raises

DFAerror – if provided list is too short.

Note

If no list of names is given, state indexes are used.

Attention

the object is modified in place

reversal()[source]

Returns a NFA that recognizes the reversal of the language

Returns

NFA recognizing reversal language

Return type

NFA

same_nullability(s1: int, s2: int) bool[source]

Tests if this two states have the same nullability

Parameters
  • s1 (int) – state index.

  • s2 (int) – state index.

Returns

have the states the same nullability?

Return type

bool

setFinal(statelist)[source]

Sets the final states of the FA

Parameters

statelist (int|list|set) – a list (or set) of final states indexes.

Caution

Erases any previous definition of the final state set.

setInitial(stateindex)[source]

Sets the initial state of a FA

Parameters

stateindex (int) – index of the initial state.

setSigma(symbol_set)[source]

Defines the alphabet for the FA.

Parameters

symbol_set (list|set) – alphabet symbols

stateAlphabet(sti: int) list[source]

Active alphabet for this state

Parameters

sti (int) – state

Return type

list

stateIndex(name, auto_create=False)[source]

Index of given state name.

Parameters
  • name (object) – name of the state.

  • auto_create (bool, optional) – flag to create state if not already done.

Returns

state index

Return type

int

Raises

DFAstateUnknown – if the state name is unknown and autoCreate==False

Note

Replaces stateName

Note

If the state name is not known and flag is set creates it on the fly

New in version 1.0.

stateName(name, auto_create=False)[source]

Index of given state name.

Parameters
  • name (object) – name of the state

  • auto_create (bool, optional) – flag to create state if not already done

Returns

state index

Return type

int

Raises

DFAstateUnknown – if the state name is unknown and autoCreate==False

Deprecated since version 1.0: Use: stateIndex() instead

Deprecated since version 1.0: Use the stateIndex() function instead

abstract succintTransitions()[source]

Collapsed transitions

union(other)[source]

A simple literate invocation of __or__

Parameters

other (FA) – right-hand operand.

Returns

Union of self and other.

Return type

FA

words(stringo=True)[source]

Lexicographical word generator

Parameters

stringo (bool, optional) – are words strings? Default is True.

Yields

Word – the next word generated.

Attention

Does not generate the empty word

New in version 0.9.8.

class SemiDFA[source]

Class of automata without initial or final states

Variables
  • States (list) – set of states.

  • sigma (set) – alphabet set.

  • delta (dict) – the transition function.

dotDrawState(sti: int, sep='\n') str[source]

Dot representation of a state

Parameters
  • sti (int) – state index.

  • sep (str, optional) – separator.

Returns

line to add to the dot file.

Return type

str

static dotDrawTransition(st1: str, lbl1: str, st2, sep='\n') str[source]

Draw a transition in dot format

Parameters
  • st1 (str) – departing state.

  • lbl1 (str) – label.

  • st2 (str) – arriving state.

  • sep (str, optional) – separator.

Returns

line to add to the dot file.

Return type

str

dotFormat(size='20,20', filename=None, direction='LR', strict=False, maxlblsz=6, sep='\n') str[source]

A dot representation

Parameters
  • direction (str) – direction of drawing - “LR” or “RL”

  • size (str) – size of image

  • filename (str) – Name of the output file

  • sep (str) – line separator

  • maxlblsz (int) – max size of labels before getting removed

  • strict (bool) – use limitations of label sizes

Returns

the dot representation

Return type

str

New in version 0.9.6.

Changed in version 1.2.1.

OFA

class OFA[source]

Base class for one-way automata

Variables
  • States (list) – set of states.

  • sigma (set) – alphabet set.

  • Initial (int) – the initial state index.

  • Final (set) – set of final states indexes.

  • delta (dict) – the transition function.

Inheritance diagram of OFA
acyclicP(strict=True)[source]

Checks if the FA is acyclic

Parameters

strict (bool) – if not True loops are allowed

Returns: True if the FA is acyclic

bool: True if the FA is acyclic

abstract addTransition(st1, sym, st2)[source]

Add transition

Parameters
  • st1 (int) – departing state

  • sym (str) – label

  • st2 (int) – arriving state

abstract deleteStates(del_states)[source]

To be implemented below

Parameters

del_states (list) – states to be deleted

dotDrawTransition(st1, label, st2, sep='\n')[source]

Draw a transition in dot format

Parameters
  • st1 (str) – departing state

  • label (str) – symbol

  • st2 (str) – arriving state

  • sep (str) – separator

Return type

str

dump()[source]

Returns a python representation of the object

Returns

the python representation (Tags,States,sigma,delta,Initial,Final)

Return type

tuple

dup()[source]

Duplicate OFA

Returns

duplicate object

Return type

OFA

eliminateStout(st)[source]

Eliminate all transitions outgoing from a given state

Parameters

st (int) – the state index to loose all outgoing transitions

Attention

performs in place alteration of the automata

New in version 0.9.6.

emptyP()[source]

Tests if the automaton accepts an empty language

Return type

bool

New in version 1.0.

abstract evalSymbol(stil, sym)[source]

Eval symbol

abstract finalCompP(s)[source]

To be implemented below

Parameters

s – state

Return type

list

abstract initialComp()[source]

Initial component

Return type

list

minimalBrzozowski()[source]

Constructs the equivalent minimal DFA using Brzozowski’s algorithm

Returns

equivalent minimal DFA

Return type

DFA

minimalBrzozowskiP()[source]

Tests if the FA is minimal using Brzozowski’s algorithm

Return type

bool

abstract stateChildren(_state, _strict=None)[source]

To be implemented below

Parameters
  • _state (state) –

  • _strict (int) – state id queried

Return type

list

abstract succintTransitions()[source]

Collapsed transitions

topoSort()[source]

Topological order for the FA

Returns

List of state indexes

Return type

list

Note

self loops are taken in consideration

trim()[source]

Removes the states that do not lead to a final state, or, inclusively, that can’t be reached from the initial state. Only useful states remain.

Return type

FA

Attention

in place transformation

trimP()[source]

Tests if the FA is trim: initially connected and co-accessible

Return type

bool

abstract uniqueRepr()[source]

Abstract method

abstract usefulStates()[source]

To be implemented below

DFA

class DFA[source]

Class for Deterministic Finite Automata.

Variables
  • States (list) – set of states.

  • sigma (set) – alphabet set.

  • Initial (int) – the initial state index.

  • Final (set) – set of final states indexes.

  • delta (dict) – the transition function.

  • delta_inv (dict) – possible inverse transition map

  • i (bool) – is inverse map computed?

Inheritance diagram of DFA
Delta(state, symbol)[source]

Evaluates the action of a symbol over a state

Parameters
  • state (int) – state index

  • symbol – symbol

Returns

the action of symbol over state

Return type

int

HKeqP(other, strict=True)[source]

Tests the DFA’s equivalence using Hopcroft and Karp’s state equivalence algorithm

Parameters
  • other

  • strict

Returns

bool

See also

J. E. Hopcroft and r. M. Karp.A Linear Algorithm for Testing Equivalence of Finite Automata.TR 71–114. U. California. 1971

Attention

The automaton must be complete.

MyhillNerodePartition()[source]

Myhill-Nerode partition, Moore’s way

New in version 1.3.5.

Attention

No state should be named with DeadName. This states is removed from the obtained partition.

See also

F.Bassino, J.David and C.Nicaud, On the Average Complexity of Moores’s State Minimization Algorihm, Symposium on Theoretical Aspects of Computer Science

aEquiv()[source]

Computes almost equivalence, used by hyperMinimial

Returns

partition of states

Return type

dict

Note

may be optimized to avoid dupped

addTransition(sti1, sym, sti2)[source]

Adds a new transition from sti1 to sti2 consuming symbol sym.

Parameters
  • sti1 (int) – state index of departure

  • sti2 (int) – state index of arrival

  • sym (str) – symbol consumed

Raises

DFAnotNFA – if one tries to add a non deterministic transition

compat(s1, s2, data)[source]

Tests compatibility between two states.

Parameters
  • data

  • s1 (int) – state index

  • s2 (int) – state index

Return type

bool

complete(dead='DeaD')[source]

Transforms the automata into a complete one. If sigma is empty nothing is done.

Parameters

dead (str) – dead state name

Returns

the complete FA

Return type

DFA

Note

Adds a dead state (if necessary) so that any word can be processed with the automata. The new state is named dead, so this name should never be used for other purposes.

Attention

The object is modified in place.

Changed in version 1.0.

completeMinimal()[source]

Completes a DFA assuming it is a minimal and avoiding de destruction of its minimality If the automaton is not complete, all the non final states are checked to see if tey are not already a dead state. Only in the negative case a new (dead) state is added to the automaton.

Return type

DFA

Attention

The object is modified in place. If the alphabet is empty nothing is done

completeP()[source]

Checks if it is a complete FA (if delta is total)

Returns

bool

completeProduct(other)[source]

Product structure

Parameters

other – the other DFA

computeKernel()[source]

The Kernel of a ICDFA is the set of states that accept a non finite language.

Returns

triple (comp, center , mark) where comp are the strongly connected components, center the set of center states and mark the kernel states

Return type

tuple

concat(fa2, strict=False)[source]

Concatenation of two DFAs. If DFAs are not complete, they are completed.

Parameters
  • strict (bool) – should alphabets be checked?

  • fa2 (DFA) – the second DFA

Returns

the result of the concatenation

Return type

DFA

Raises

DFAdifferentSigma – if alphabet are not equal

concatI(fa2, strict=False)[source]

Concatenation of two DFAs.

Parameters
  • fa2 (DFA) – the second DFA

  • strict (bool) – should alphabets be checked?

Returns

the result of the concatenation

Return type

DFA

Raises

DFAdifferentSigma – if alphabet are not equal

New in version 0.9.5.

Note

this is to be used with non complete DFAs

delTransition(sti1, sym, sti2, _no_check=False)[source]

Remove a transition if existing and perform cleanup on the transition function’s internal data structure.

Parameters
  • _no_check (bool) – use unsecure code?

  • sti1 (int) – state index of departure

  • sti2 (int) – state index of arrival

  • sym (str) – symbol consumed

Note

Unused alphabet symbols will be discarded from sigma.

deleteStates(del_states)[source]

Delete given iterable collection of states from the automaton.

Parameters

del_states – collection of int representing states

Note

in-place action

Note

delta function will always be rebuilt, regardless of whether the states list to remove is a suffix, or a sublist, of the automaton’s states list.

static deterministicP()[source]

Yes it is deterministic!

Return type

bool

dist()[source]

Evaluate the distinguishability language for a DFA

Return type

DFA

See also

Cezar Câmpeanu, Nelma Moreira, Rogério Reis: The distinguishability operation on regular languages. NCMA 2014: 85-100

New in version 0.9.8.

distMin()[source]

Evaluates the list of minimal words that distinguish each pair of states

Returns

set of minimal distinguishing words

Return type

FL

New in version 0.9.8.

Attention

If the DFA is not minimal, the method loops forever

distR()[source]

Evaluate the right distinguishability language for a DFA

Return type

DFA

..seealso:: Cezar Câmpeanu, Nelma Moreira, Rogério Reis:

The distinguishability operation on regular languages. NCMA 2014: 85-100

distRMin()[source]

Compute distRMin for DFA

:rtype FL

..seealso:: Cezar Câmpeanu, Nelma Moreira, Rogério Reis:

The distinguishability operation on regular languages. NCMA 2014: 85-100

distTS()[source]

Evaluate the two-sided distinguishability language for a DFA

Return type

DFA

..seealso:: Cezar Câmpeanu, Nelma Moreira, Rogério Reis:

The distinguishability operation on regular languages. NCMA 2014: 85-100

dup()[source]

Duplicate the basic structure into a new DFA. Basically a copy.deep.

Return type

DFA

enumDFA(n=None)[source]

returns the set of words of words of length up to n accepted by self :param int n: highest length or all words if finite

Return type

list of strings or None

equal(other)[source]

Verify if the two automata are equivalent. Both are verified to be minimum and complete, and then one is matched against the other… Doesn’t destroy either dfa…

Parameters

other (DFA) – the other DFA

Return type

bool

evalSymbol(init, sym)[source]

Returns the state reached from given state through a given symbol.

Parameters
  • init (int) – set of current states indexes

  • sym (str) – symbol to be consumed

Returns

reached state

Return type

int

Raises
  • DFAsymbolUnknown – if symbol not in alphabet

  • DFAstopped – if transition function is not defined for the given input

evalSymbolI(init, sym)[source]

Returns the state reached from a given state.

Parameters
  • init (init) – current state

  • sym (str) – symbol to be consumed

Returns

reached state or -1

Return type

set of int

Raises

DFAsymbolUnknown – if symbol not in alphabet

New in version 0.9.5.

Note

this is to be used with non complete DFAs

evalSymbolL(ls, sym)[source]

Returns the set of states reached from a given set of states through a given symbol

Parameters
  • ls (set of int) – set of states indexes

  • sym (str) – symbol to be read

Returns

set of reached states

Return type

set of int

evalSymbolLI(ls, sym)[source]

Returns the set of states reached from a given set of states through a given symbol

Parameters
  • ls (set of int) – set of current states

  • sym (str) – symbol to be consumed

Returns

set of reached states

Return type

set of int

New in version 0.9.5.

Note

this is to be used with non complete DFAs

evalWord(wrd)[source]

Evaluates a word

Parameters

wrd (Word) – word

Returns

final state or None

Return type

int | None

New in version 1.3.3.

evalWordP(word, initial=None)[source]

Verifies if the DFA recognises a given word

Parameters
  • word (list of symbols.) – word to be recognised

  • initial (int) – starting state index

Return type

bool

finalCompP(s)[source]

Verifies if there is a final state in strongly connected component containing s.

Parameters

s (int) – state

Returns

1 if yes, 0 if no

hasTrapStateP()[source]

Tests if the automaton has a dead trap state

Return type

bool

New in version 1.1.

hyperMinimal(strict=False)[source]

Hyperminization of a minimal DFA

Parameters

strict (bool) – if strict=True it first minimizes the DFA

Returns

an hyperminimal DFA

Return type

DFA

See also

M. Holzer and A. Maletti, An nlogn Algorithm for Hyper-Minimizing a (Minimized) Deterministic Automata, TCS 411(38-39): 3404-3413 (2010)

Note

if strict=False minimality is assumed

inDegree(st)[source]

Returns the in-degree of a given state in an FA

Parameters

st (int) – index of the state

Return type

int

infix()[source]

Returns a dfa that recognizes infix(L(a))

Return type

DFA

initialComp()[source]

Evaluates the connected component starting at the initial state.

Returns

list of state indexes in the component

Return type

list of int

initialP(state)[source]

Tests if a state is initial

Parameters

state (int) – state index

Return type

bool

initialSet()[source]

The set of initial states

Returns

the set of the initial states

Return type

set of States

joinStates(lst)[source]

Merge a list of states.

Parameters

lst (iterable of state indexes.) – set of equivalent states

makeReversible()[source]

Make a DFA reversible (if possible)

See also

M.Holzer, s. Jakobi, M. Kutrib ‘Minimal Reversible Deterministic Finite Automata’

Return type

DFA

markNonEquivalent(s1, s2, data)[source]

Mark states with indexes s1 and s2 in given map as non equivalent states. If any back-effects exist, apply them.

Parameters
  • s1 (int) – one state’s index

  • s2 (int) – the other state’s index

  • data – the matrix relating s1 and s2

mergeStates(f, t)[source]

Merge the first given state into the second. If the first state is an initial state the second becomes the initial state.

Parameters
  • f (int) – index of state to be absorbed

  • t (int) – index of remaining state

Attention

It is up to the caller to remove the disconnected state. This can be achieved with `trim().

minimal(method='minimalHopcroft', complete=True)[source]

Evaluates the equivalent minimal complete DFA

Parameters
  • method – method to use in the minimization

  • complete (bool) – should the result be completed?

Returns

equivalent minimal DFA

Return type

DFA

minimalHopcroft()[source]

Evaluates the equivalent minimal complete DFA using Hopcroft algorithm

Returns

equivalent minimal DFA

Return type

DFA

See also

John Hopcroft,An n log{n} algorithm for minimizing states in a finite automaton.The Theory of Machines and Computations.AP. 1971

minimalHopcroftP()[source]

Tests if a DFA is minimal

Return type

bool

minimalIncremental(minimal_test=False)[source]

Minimizes the DFA with an incremental method using the Union-Find algorithm and memoized non-equivalence intermediate results

Parameters

minimal_test (bool) – starts by verifying that the automaton is not minimal?

Returns

equivalent minimal DFA

Return type

DFA

See also

M. Almeida and N. Moreira and and r. Reis.Incremental DFA minimisation. CIAA 2010. LNCS 6482. pp 39-48. 2010

minimalIncrementalP()[source]

Tests if a DFA is minimal

Return type

bool

minimalMoore()[source]

Evaluates the equivalent minimal automata with Moore’s algorithm

See also

John E. Hopcroft and Jeffrey D. Ullman, Introduction to Automata Theory, Languages, and Computation, AW, 1979

Returns

minimal complete DFA

Return type

DFA

minimalMooreSq()[source]

Evaluates the equivalent minimal complete DFA using Moore’s (quadratic) algorithm

See also

John E. Hopcroft and Jeffrey D. Ullman, Introduction to Automata Theory, Languages, and Computation, AW, 1979

Returns

equivalent minimal DFA

Return type

DFA

minimalMooreSqP()[source]

Tests if a DFA is minimal using the quadratic version of Moore’s algorithm

Return type

bool

minimalNCompleteP()[source]

Tests if a non necessarely complete DFA is minimal, i.e., if the DFA is non complete, if the minimal complete has only one more state.

Returns

True if not minimal

Return type

bool

Attention

obsolete: use minimalP

minimalNotEquivP()[source]

Tests if the DFA is minimal by computing the set of distinguishable (not equivalent) pairs of states

Return type

bool

minimalP(method='minimalMooreSq')[source]

Tests if the DFA is minimal

Parameters

method – the minimization algorithm to be used

Return type

bool

..note: if DFA non complete test if complete minimal has one more state

minimalWatson(test_only=False)[source]

Evaluates the equivalent minimal complete DFA using Waton’s incremental algorithm

Parameters

test_only (bool) – is it only to test minimality

Returns

equivalent minimal DFA

Return type

DFA

Raises

DFAnotComplete – if automaton is not complete

..attention::

automaton must be complete

minimalWatsonP()[source]

Tests if a DFA is minimal using Watson’s incremental algorithm

Return type

bool

notequal(other)[source]

Test non equivalence of two DFAs

Parameters

other (DFA) – the other DFA

Return type

bool

orderedStrConnComponents()[source]

Topological ordered list of strong components

New in version 1.3.3.

Return type

list

pairGraph()[source]

Returns pair graph

Return type

DiGraphVM

See also

A graph theoretic approach to automata minimality. Antonio Restivo and Roberto Vaglica. Theoretical Computer Science, 429 (2012) 282-291. doi:10.1016/j.tcs.2011.12.049 Theoretical Computer Science, 2012 vol. 429 (C) pp. 282-291. http://dx.doi.org/10.1016/j.tcs.2011.12.049

possibleToReverse()[source]

Tests if language is reversible

New in version 1.3.3.

pref()[source]

Returns a dfa that recognizes pref(L(self))

Return type

DFA

New in version 1.1.

print_data(data)[source]

Prints table of compatibility (in the context of the minimalization algorithm).

Parameters

data – data to print

product(other)[source]

Returns a DFA resulting of the simultaneous execution of two DFA. No final states set.

Note

this is a fast version of the method. The resulting state names are not meaningfull.

Parameters

other – the other DFA

Return type

DFA

productSlow(other, complete=True)[source]

Returns a DFA resulting of the simultaneous execution of two DFA. No final states set.

Note

this is a slow implementation for those that need meaningfull state names

New in version 1.3.3.

Parameters
  • other – the other DFA

  • complete (bool) – evaluate product as a complete DFA

Return type

DFA

reorder(dicti)[source]

Reorders states according to given dictionary. Given a dictionary (not necessarily complete)… reorders states accordingly.

Parameters

dicti (dict) – reorder dictionary

reverseTransitions(rev)[source]

Evaluate reverse transition function.

Parameters

rev (DFA) – DFA in which the reverse function will be stored

reversibleP()[source]

Test if an automaton is reversible

Return type

bool

sMonoid()[source]

Evaluation of the syntactic monoid of a DFA

Returns

the semigroup

Return type

SSemiGroup

sSemigroup()[source]

Evaluation of the syntactic semigroup of a DFA

Returns

the semigroup

Return type

SSemiGroup

shuffle(other, strict=False)[source]

CShuffle of two languages: L1 W L2

Parameters
  • other (DFA) – second automaton

  • strict (bool) – should the alphabets be necessary equal?

Return type

DFA

See also

C. Câmpeanu, K. Salomaa and s. Yu, Tight lower bound for the state complexity of CShuffle of regular languages. J. Autom. Lang. Comb. 7 (2002) 303–310.

simDiff(other)[source]

Symetrical difference

Parameters

other

Returns

sop(other)[source]

Strange operation

Parameters

other (DFA) – the other automaton

Return type

DFA

See also

Nelma Moreira, Giovanni Pighizzini, and Rogério Reis. Universal disjunctive concatenation

and star. In Jeffrey Shallit and Alexander Okhotin, editors, Proceedings of the 17th Int. Workshop on Descriptional Complexity of Formal Systems (DCFS15), number 9118 in LNCS, pages 197–208. Springer, 2015.

New in version 1.2b2.

star(flag=False)[source]

Star of a DFA. If the DFA is not complete, it is completed.

..versionchanged: 0.9.6

Parameters

flag (bool) – plus instead of star

Returns

the result of the star

Return type

DFA

starI()[source]

Star of an incomplete DFA.

Returns

the Kleene closure DFA

Return type

DFA

stateChildren(state, strict=False)[source]

Set of children of a state

Parameters
  • strict (bool) – if not strict a state is never its own child even if a self loop is in place

  • state (int) – state id queried

Returns

map children -> multiplicity

Return type

dictionary

stronglyConnectedComponents()[source]

Dummy method that uses the NFA conterpart

New in version 1.3.3.

Return type

list

subword()[source]

Returns a dfa that recognizes subword(L(self))

Return type

dfa

New in version 1.1.

succintTransitions()[source]

Collects the transition information in a compact way suitable for graphical representation. :rtype: list of tupples

New in version 0.9.8.

suff()[source]

Returns a dfa that recognizes suff(L(self))

Return type

DFA

New in version 0.9.8.

syncPower()[source]

Evaluates the Power automata for the action of each symbol

Returns

The Power automata being the set of all states the initial state and all singleton states final.

Return type

DFA

toADFA()[source]

Try to convert DFA to ADFA

Returns

the same automaton as a ADFA

Return type

ADFA

Raises

notAcyclic – if this is not an acyclic DFA

New in version 1.2.

Changed in version 1.2.1.

toDFA()[source]

Dummy function. It is already a DFA

Returns

a self deep copy

Return type

DFA

toNFA()[source]

Migrates a DFA to a NFA as dup()

Returns

DFA seen as new NFA

Return type

NFA

transitions()[source]

Iterator over transitions :rtype: symbol, int

transitionsA()[source]

Iterator over transitions :rtype: symbol, int

uniqueRepr()[source]

Normalise unique string for the string icdfa’s representation. .. seealso:: TCS 387(2):93-102, 2007 https://www.dcc.fc.up.pt/~nam/publica/tcsamr06.pdf

Returns

normalised representation

Return type

list

Raises

DFAnotComplete – if DFA is not complete

universalP(minimal=False)[source]

Checks if the automaton is universal through minimisation

Parameters

minimal (bool) – is the automaton already minimal?

Return type

bool

unmark()[source]

Unmarked NFA that corresponds to a marked DFA: in which each alfabetic symbol is a tuple (symbol, index)

Returns

a NFA

Return type

NFA

usefulStates(initial_states=None)[source]

Set of states reacheable from the given initial state(s) that have a path to a final state.

Parameters

initial_states (iterable of int) – starting states

Returns

set of state indexes

Return type

set of int

static vDescription()[source]

Generation of Verso interface description

New in version 0.9.5.

Returns

the interface list

witness()[source]

Witness of non emptyness

Returns

word

Return type

str

witnessDiff(other)[source]

Returns a witness for the difference of two DFAs and:

0

if the witness belongs to the other language

1

if the witness belongs to the self language

Parameters

other (DFA) – the other DFA

Returns

a witness word

Return type

list of symbols

Raises

DFAequivalent – if automata are equivalent

NFA

class NFA[source]

Class for Non-deterministic Finite Automata (CEpsilon-transitions allowed).

Variables
  • States (list) – set of states.

  • sigma (set) – alphabet set.

  • Initial (set) – initial state indexes.

  • Final (set) – set of final states indexes.

  • delta (dict) – the transition function.

Inheritance diagram of NFA
HKeqP(other, strict=True)[source]

Test NFA equivalence with extended Hopcroft-Karp method

See also

J. E. Hopcroft and r. M. Karp. A Linear Algorithm for Testing Equivalence of Finite Automata.TR 71–114. U. California. 1971

Parameters
  • other – NFA

  • strict – if True checks for same alphabets

Returns

Boolean

addEpsilonLoops()[source]

Add epsilon loops to every state :return: self

Attention

in-place modification

New in version 1.0.

addInitial(stateindex)[source]

Add a new state to the set of initial states.

Parameters

stateindex (int) – index of new initial state

addTransition(sti1, sym, sti2)[source]

Adds a new transition. Transition is from sti1 to sti2 consuming symbol sym. sti2 is a unique state, not a set of them.

Parameters
  • sti1 (int) – state index of departure

  • sti2 (int) – state index of arrival

  • str (str) – symbol consumed

addTransitionQ(srci, dest, symb, qfuture, qpast)[source]

Add transition to the new transducer instance.

Parameters
  • qpast (set) – past queue

  • qfuture (set) – future queue

  • symb – symbol

  • dest (int) – destination state

  • srci (int) – source state

New in version 1.0.

autobisimulation()[source]

Largest right invariant equivalence between states of the NFA

Returns

Incomplete equivalence relation (transitivity, and reflexivity not calculated) as a set of unordered pairs of states

Return type

Set of frozensets

See also

Ilie&Yu, 2003

autobisimulation2()[source]

Alternative space-efficient definition of NFA.autobisimulation.

Returns

Incomplete equivalence relation (reflexivity, symmetry, and transitivity not calculated) as a set of pairs of states

Return type

list of tuples

closeEpsilon(st)[source]

Add all non CEpsilon transitions from the states in the CEpsilon closure of given state to given state.

Parameters

st (int) – state index

computeFollowNames()[source]

Computes the follow set to use in names

Return type

list

concat(other, middle='middle')[source]

Concatenation of NFA

Parameters
  • middle (str) – glue state name

  • other (FA) – the other NFA

Returns

the result of the concatenation

Return type

NFA

countTransitions()[source]

Number of transitions of a NFA

Return type

int

delTransition(sti1, sym, sti2, _no_check=False)[source]

Remove a transition if existing and perform cleanup on the transition function’s internal data structure.

Parameters
  • sti1 (int) – state index of departure

  • sti2 (int) – state index of arrival

  • sym – symbol consumed

  • _no_check (bool) – dismiss secure code

Note

unused alphabet symbols will be discarded from sigma.

deleteStates(del_states)[source]

Delete given iterable collection of states from the automaton.

Parameters

del_states (set|list) – collection of int representing states

Note

delta function will always be rebuilt, regardless of whether the states list to remove is a suffix, or a sublist, of the automaton’s states list.

detSet(generic=False)[source]

Computes the determination uppon a followFromPosition result

Return type

NFA

deterministicP()[source]

Verify whether this NFA is actually deterministic

Return type

bool

dotFormat(size='20,20', filename=None, direction='LR', strict=False, maxlblsz=6, sep='\n') str[source]

A dot representation

Parameters
  • direction (str) – direction of drawing - “LR” or “RL”

  • size (str) – size of image

  • filename (str) – output file name

  • sep (str) – line separator

  • maxlblsz (int) – max size of labels before getting removed

  • strict (bool) – use limitations of label sizes

Returns

the dot representation

Return type

str

New in version 0.9.6.

Changed in version 1.2.1.

dup()[source]

Duplicate the basic structure into a new NFA. Basically a copy.deep.

Return type

NFA

elimEpsilon()[source]

Eliminate CEpsilon-transitions from this automaton.

:rtype : NFA

Attention

performs in place modification of automaton

Changed in version 1.1.1.

eliminateEpsilonTransitions()[source]

Eliminates all epslilon-transitions with no state addition

Attention

in-place modification

eliminateTSymbol(symbol)[source]

Delete all trasitions through a given symbol

Parameters

symbol (str) – the symbol to be excluded from delta

Attention

in place alteration of the automata

New in version 0.9.6.

enumNFA(n=None)[source]

returns the set of words of words of length up to n accepted by self :param int n: highest lenght or all words if finite

Return type

list of strings or None

epsilonClosure(st)[source]

Returns the set of states CEpsilon-connected to from given state or set of states.

Parameters

st (int|set) – state index or set of state indexes

Returns

the list of state indexes CEpsilon connected to st

Return type

set of int

Attention

st must exist.

epsilonP()[source]

Whether this NFA has CEpsilon-transitions

Return type

bool

epsilonPaths(start, end)[source]

All states in all paths (DFS) through empty words from a given starting state to a given ending state.

Parameters
  • start (int) – start state

  • end (int) – end state

Returns

states in CEpsilon paths from start to end

Return type

set of states

equivReduced(equiv_classes)[source]

Equivalent NFA reduced according to given equivalence classes.

Parameters

equiv_classes (UnionFind) – Equivalence classes

Returns

Equivalent NFA

Return type

NFA

evalSymbol(stil, sym)[source]

Set of states reacheable from given states through given symbol and CEpsilon closure.

Parameters
  • stil (set|list) – set of current states

  • sym (str) – symbol to be consumed

Returns

set of reached state indexes

Return type

set

Raises

DFAsymbolUnknown – if symbol is not in alphabet

evalWordP(word)[source]

Verify if the NFA recognises given word.

Parameters

word (str) – word to be recognised

Return type

bool

finalCompP(s)[source]

Verify whether there is a final state in strongly connected component containing given state.

Parameters

s (int) – state index

Returns

:: bool

followFromPosition()[source]

computes follow automaton from a Position automaton :rtype: NFA

half()[source]

Half operation

New in version 0.9.6.

hasTransitionP(state, symbol=None, target=None)[source]

Whether there’s a transition from given state, optionally through given symbol, and optionally to a specific target.

Parameters
  • state (int) – source state

  • symbol (str) – optional transition symbol

  • target (int) – optional target state

Returns

if there is a transition

Return type

bool

homogeneousFinalityP()[source]

Tests if states have incoming transitions froms states with different finalities

Return type

bool

homogenousP(x)[source]

Whether this NFA is homogenous; that is, for all states, whether all incoming transitions to that state are through the same symbol.

Parameters

x – dummy parameter to agree with the method in DFAr

Return type

bool

initialComp()[source]

Evaluate the connected component starting at the initial state.

Returns

list of state indexes in the component

Return type

list of int

lEquivNFA()[source]

Equivalent NFA obtained from merging equivalent states from autobisimulation of this NFA’s reversal.

Return type

NFA

Note

returns copy of self if autobisimulation renders no equivalent states.

lrEquivNFA()[source]

Equivalent NFA obtained from merging equivalent states from autobisimulation of this NFA, and from autobisimulation of its reversal; i.e., merges all states that are equivalent w.r.t. the largest right invariant and largest left invariant equivalence relations.

Return type

NFA

Note

returns copy of self if autobisimulations render no equivalent states.

minimal()[source]

Evaluates the equivalent minimal DFA

Returns

equivalent minimal DFA

Return type

DFA

minimalDFA()[source]

Evaluates the equivalent minimal complete DFA

Returns

equivalent minimal DFA

Return type

DFA

product(other)[source]

Returns a NFA (skeletom) resulting of the simultaneous execution of two DFA.

Parameters

other (NFA) – the other automata

Return type

NFA

Note

No final states are set.

Attention

  • the name EmptySet is used in a unique special state name

  • the method uses 3 internal functions for simplicity of code (really!)

rEquivNFA()[source]

Equivalent NFA obtained from merging equivalent states from autobisimulation of this NFA.

Return type

NFA

Note

returns copy of self if autobisimulation renders no equivalent states.

renameStatesFromPosition()[source]

Rename states of a Glushkov automaton using the positions of the marked RE

Return type

NFA

reorder(dicti)[source]

Reorder states indexes according to given dictionary.

Parameters

dicti (dict) – state name reorder

Note

dictionary does not have to be complete

reversal()[source]

Returns a NFA that recognizes the reversal of the language

Returns

NFA recognizing reversal language

Return type

NFA

reverseTransitions(rev)[source]

Evaluate reverse transition function.

Parameters

rev (NFA) – NFA in which the reverse function will be stored

setInitial(statelist)[source]

Sets the initial states of an NFA

Parameters

statelist (set|list|int) – an iterable of initial state indexes

shuffle(other)[source]

Shuffle of a NFA

Parameters

other (FA) – an FA

Returns: the resulting NFA

NFA: the resulting NFA

star(flag=False)[source]

Kleene star of a NFA

Parameters

flag (bool) – plus instead of star?

Returns

the resulting NFA

Return type

NFA

stateChildren(state, strict=False)[source]

Set of children of a state

Parameters
  • strict (bool) – if not strict a state is never its own child even if a self loop is in place

  • state (int) – state id queried

Returns

children states

Return type

Set of int

stronglyConnectedComponents()[source]

Strong components

Return type

list

New in version 1.0.

subword()[source]

returns a nfa that recognizes subword(L(self))

Return type

nfa

succintTransitions()[source]

Collects the transition information in a compact way suitable for graphical representation. :rtype: list

toDFA()[source]

Construct a DFA equivalent to this NFA, by the subset construction method.

Return type

DFA

Note

valid to CEpsilon-NFA

toNFA()[source]

Dummy identity function

Return type

NFA

toNFAr()[source]

NFA with the reverse mapping of the delta function.

Returns

shallow copy with reverse delta function added

Return type

NFAr

uniqueRepr()[source]

Dummy representation. Used DFA.uniqueRepr() :rtype: tuple

usefulStates(initial_states=None)[source]

Set of states reacheable from the given initial state(s) that have a path to a final state.

Parameters

initial_states (set of int or list of int) – set of initial states

Returns

set of state indexes

Return type

set of int

static vDescription()[source]

Generation of Verso interface description

Return type

list

New in version 0.9.5.

witness()[source]

Witness of non emptiness

Returns

word

Return type

str

wordImage(word, ist=None)[source]

Evaluates the set of states reached consuming given word

Parameters
  • word (list of stings) – the word

  • ist (int) – starting state index (or set of)

Returns

the set of ending states

Return type

Set of int

NFAr

class NFAr[source]
Class for Non-deterministic Finite Automata with reverse delta function added by construction.

Includes efficient methods for merging states.

Inheritance diagram of NFAr
addTransition(sti1, sym, sti2)[source]

Adds a new transition. Transition is from sti1 to sti2 consuming symbol sym. sti2 is a unique state, not a set of them. Reversed transition function is also computed

Parameters
  • sti1 (int) – state index of departure

  • sti2 (int) – state index of arrival

  • sym (str) – symbol consumed

delTransition(sti1, sym, sti2, _no_check=False)[source]

Remove a transition if existing and perform cleanup on the transition function’s internal data structure and in the reversal transition function

Parameters
  • sti1 (int) – state index of departure

  • sti2 (int) – state index of arrival

  • sym (str) – symbol consumed

  • _no_check (bool) – dismiss secure code

deleteStates(del_states)[source]

Delete given iterable collection of states from the automaton. Performe deletion in the transition function and its reversal.

Parameters

del_states (set or list of int) – collection of int representing states

elimEpsilonO()[source]

Eliminate CEpsilon-transitions from this automaton, with reduction of states through elimination of CEpsilon-cycles, and single CEpsilon-transition cases.

Returns

itself

Return type

Attention

performs inplace modification of automaton

homogenousP(inplace=False)[source]

Checks is the automaton is homogenous, i.e.the transitions that reaches a state have all the same label.

Parameters

inplace (bool) – if True performs CEpsilon transitions elimination

Returns

True if homogenous

Return type

bool

mergeStates(f, t)[source]

Merge the first given state into the second. If first state is an initial or final state, the second becomes respectively an initial or final state.

Parameters
  • f (int) – index of state to be absorbed

  • t (int) – index of remaining state

Attention

It is up to the caller to remove the disconnected state. This can be achieved with `trim().

mergeStatesSet(tomerge, target=None)[source]

Merge a set of states with a target merge state. If the states in the set have transitions among them, those transitions will be directly merged into the target state.

Parameters
  • tomerge (Set of int) – set of states to merge with target

  • target (int) – optional target state

Note

if target state is not given, the minimal index with be considered.

Attention

The states of the list will become unreacheable, but won’t be removed. It is up to the caller to remove them. That can be achieved with trim().

toNFA()[source]

Turn into an instance of NFA, and remove the reverse mapping of the delta function.

Returns

shallow copy without reverse delta function

Return type

NFA

unlinkSoleIncoming(state)[source]

If given state has only one incoming transition (indegree is one), and it’s through CEpsilon, then remove such transition and return the source state.

Parameters

state (int) – state to check

Returns

source state

Return type

int or None

Note

if conditions aren’t met, returned source state is None, and automaton remains unmodified.

unlinkSoleOutgoing(state)[source]

If given state has only one outgoing transition (outdegree is one), and it’s through CEpsilon, then remove such transition and return the target state.

Parameters

state (int) – state to check

Returns

target state

Return type

int or None

Note

if conditions aren’t met, returned target state is None, and automaton remains unmodified.

SSemiGroup

class SSemiGroup[source]

Class support for the Syntactic SemiGroup.

Variables
  • elements – list of tuples representing the transformations

  • words – a list of pairs (index of the prefix transformation, index of the suffix char)

  • gen – a list of the max index of each generation

  • sigma – set of symbols

WordI(i)[source]

Representative of an element given as index

Parameters

i (int) – index of the element

Returns

the first word originating the element

Return type

str

WordPS(pref, sym)[source]

Representative of an element given as prefix symb

Parameters
  • pref (int) – prefix index

  • sym (int) – symbol index

Returns

word

Return type

str

add(tr, pref, sym, tmpLists)[source]

Try to add a new transformation to the monoid

Parameters
  • tr (tuple of int) – transformation

  • pref (int or None) – prefix of the generating word

  • sym (int) – suffix symbol

  • tmpLists (pairs of lists as (elements,words)) – this generation lists

addGen(tmpLists)[source]

Add a new generation to the monoid

Parameters

tmpLists (pair of lists as (elements, words)) – the new generation data

EnumL

class EnumL(aut, store=False)[source]
Class for enumerate FA languages

See: Efficient enumeration of words in regular languages, M. Ackerman and J. Shallit, Theor. Comput. Sci. 410, 37, pp 3461-3470. 2009. http://dx.doi.org/10.1016/j.tcs.2009.03.018

Variables
  • aut (FA) – Automaton of the language

  • tmin (dict) – table for minimal words for each s in aut.States

  • Words (list) – list of words (if stored)

  • sigma (list) – alphabet

New in version 0.9.8.

enum(m)[source]

Enumerates the first m words of L(A) according to the lexicographic order if there are at least m words. Otherwise, enumerates all words accepted by A.

Parameters

m (int) – max number of words

enumCrossSection(n)[source]

Enumerates the nth cross-section of L(A)

Parameters

n (int) – nonnegative integer

abstract fillStack(w)[source]

Abstract method :param str w: :type w: str

iCompleteP(i, q)[source]

Tests if state q is i-complete

Parameters
  • i (int) – int

  • q (int) – state index

abstract initStack()[source]

Abstract method

minWord(m)[source]

Computes the minimal word of length m accepted by the automaton :param m: :type m: int

abstract minWordT(n)[source]

Abstract method :param int n: :type n: int

abstract nextWord(w)[source]

Abstract method :param w: :type w: str

Functions

saveToString

saveToString(aut, sep='&')[source]

Finite automata definition as a string using the input format.

New in version 0.9.5.

Changed in version 0.9.6: Names are now used instead of indexes.

Changed in version 0.9.7: New format with quotes and alphabet

Parameters
  • aut (FA) – the FA

  • sep (str) – separation between lines

Returns

the representation

Return type

str

stringToDFA

stringToDFA(s, f, n, k)[source]

Converts a string icdfa’s representation to dfa.

Parameters
  • s (list) – canonical string representation

  • f (list) – bit map of final states

  • n (int) – number of states

  • k (int) – number of symbols

Returns

a complete dfa with sigma [k], States [n]

Return type

DFA

Changed in version 0.9.8: symbols are converted to str